• Spectroscopy and Spectral Analysis
  • Vol. 42, Issue 1, 31 (2022)
Qiu-hong CAO*, Hong-mei LIN, Wei ZHOU, Zhao-xin LI, Tong-jun ZHANG, Hai-qing HUANG, Xue-min LI, and De-hua LI*;
Author Affiliations
  • Qingdao Key Laboratory of Terahertz Technology, College of Electronic and Information Engineering, Shandong University of Science and Technology, Qingdao 266590, China
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    DOI: 10.3964/j.issn.1000-0593(2022)01-0031-07 Cite this Article
    Qiu-hong CAO, Hong-mei LIN, Wei ZHOU, Zhao-xin LI, Tong-jun ZHANG, Hai-qing HUANG, Xue-min LI, De-hua LI. Water Quality Analysis Based on Terahertz Attenuated Total Reflection Technology[J]. Spectroscopy and Spectral Analysis, 2022, 42(1): 31 Copy Citation Text show less
    A schematic diagram of the structure of the ATR, the incident angle θ is 51.6°, The refractive index of the silicon prism is 3.42
    Fig. 1. A schematic diagram of the structure of the ATR, the incident angle θ is 51.6°, The refractive index of the silicon prism is 3.42
    Comparison of optical parameters of sea water A sample in the range of 0.2~1.0 THz(a): Refractive index; (b): Absorption coefficient; (c): Real part of dielectric constant; (d): Imaginary part of dielectric constant
    Fig. 2. Comparison of optical parameters of sea water A sample in the range of 0.2~1.0 THz
    (a): Refractive index; (b): Absorption coefficient; (c): Real part of dielectric constant; (d): Imaginary part of dielectric constant
    Optical parameter comparison of five samples in the range of 0.2~1.0 THz for purified water, tap water, river water, seawater A and seawater B(a): Refractive index; (b): Absorption coefficient; (c): Real part of dielectric constant; (d): Imaginary part of dielectric constant
    Fig. 3. Optical parameter comparison of five samples in the range of 0.2~1.0 THz for purified water, tap water, river water, seawater A and seawater B
    (a): Refractive index; (b): Absorption coefficient; (c): Real part of dielectric constant; (d): Imaginary part of dielectric constant
    The scores of the optical parameters of purified water, tap water, river water, sea water A and sea water B in the range of 0.2~1.0 THz on the first and second principal components(a): Score of refractive index; (b): Score of absorption coefficient; (c): Score of dielectric constant real part; (d): Score of dielectric constant imaginary part
    Fig. 4. The scores of the optical parameters of purified water, tap water, river water, sea water A and sea water B in the range of 0.2~1.0 THz on the first and second principal components
    (a): Score of refractive index; (b): Score of absorption coefficient; (c): Score of dielectric constant real part; (d): Score of dielectric constant imaginary part
    The scores of the optical parameters of purified water, tap water, river water, sea water A and sea water B in the range of 0.2~1.0 THz on the first three principal components(a): Score of refractive index; (b): Score of absorption coefficient;(c): Score of dielectric constant real part; (d): Score of dielectric constant imaginary part
    Fig. 5. The scores of the optical parameters of purified water, tap water, river water, sea water A and sea water B in the range of 0.2~1.0 THz on the first three principal components
    (a): Score of refractive index; (b): Score of absorption coefficient;(c): Score of dielectric constant real part; (d): Score of dielectric constant imaginary part
    Fitness curve of PSO(optimal parameter c=3.154 9, g=12.589)
    Fig. 6. Fitness curve of PSO(optimal parameter c=3.154 9, g=12.589)
    优化方法最优参
    c
    最优参
    g
    种群
    数量
    迭代
    次数
    训练集
    准确率
    /%
    测试集
    准确率
    /%
    遗传算法1.675 45.966 52020010099.5
    网格搜索法1.414 222020010099.0
    粒子群算法3.154 912.589 020200100100
    Table 1. Comparison of three optimization methods of PCA-SVM combined with GA, Gridsearch and PSO
    Qiu-hong CAO, Hong-mei LIN, Wei ZHOU, Zhao-xin LI, Tong-jun ZHANG, Hai-qing HUANG, Xue-min LI, De-hua LI. Water Quality Analysis Based on Terahertz Attenuated Total Reflection Technology[J]. Spectroscopy and Spectral Analysis, 2022, 42(1): 31
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